{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import numpy as np\n",
    "\n",
    "# Function to read data from file and return x, y, z coordinates\n",
    "def read_data(filename):\n",
    "    with open(filename, 'r') as f:\n",
    "        lines = f.readlines()\n",
    "    data = [list(map(float, line.split())) for line in lines]\n",
    "    return zip(*data)\n",
    "\n",
    "# Read the data from the file\n",
    "x, y, z = read_data('data.txt')\n",
    "\n",
    "# Create a  3D scatter plot\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import numpy as np\n",
    "from scipy.interpolate import griddata\n",
    "\n",
    "# Function to read data from file and return x, y, z coordinates\n",
    "def read_data(filename):\n",
    "    with open(filename, 'r') as f:\n",
    "        lines = f.readlines()\n",
    "    data = [list(map(float, line.split())) for line in lines]\n",
    "    return zip(*data)\n",
    "\n",
    "# Read the data from the file\n",
    "x, y, z = read_data('data.txt')\n",
    "\n",
    "# Function to plot data\n",
    "def plot_data(x, y, z, interpolated=False):\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "    if interpolated:\n",
    "        # Define a grid of points where you want to interpolate the data\n",
    "        grid_x, grid_y = np.mgrid[min(x):max(x):100j, min(y):max(y):100j]\n",
    "\n",
    "        # Interpolate the data onto the grid\n",
    "        grid_z = griddata((x, y), z, (grid_x, grid_y), method='cubic')\n",
    "\n",
    "        # Create a surface plot\n",
    "        ax.plot_surface(grid_x, grid_y, grid_z, cmap='viridis')\n",
    "    else:\n",
    "        # Create a  3D scatter plot\n",
    "        ax.scatter(x, y, z)\n",
    "\n",
    "    # Set labels for the axes\n",
    "    ax.set_xlabel('X')\n",
    "    ax.set_ylabel('T')\n",
    "    ax.set_zlabel('U')\n",
    "\n",
    "    # Show the plot\n",
    "    plt.show()\n",
    "\n",
    "# Plot the data as a scatter plot\n",
    "plot_data(x, y, z, interpolated=False)\n",
    "\n",
    "# Plot the data as an interpolated surface plot\n",
    "plot_data(x, y, z, interpolated=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Function to read data from file and return x, y coordinates\n",
    "def read_data(filename):\n",
    "    with open(filename, 'r') as f:\n",
    "        lines = f.readlines()\n",
    "    data = [list(map(float, line.split())) for line in lines]\n",
    "    return zip(*data)\n",
    "\n",
    "# Read the data from the file\n",
    "x, y = read_data('f.txt')\n",
    "\n",
    "# Plot the data\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.xlabel('X-axis')\n",
    "plt.ylabel('Y-axis')\n",
    "plt.title('Function Plot')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Function to read data from file and return x, y, z coordinates\n",
    "def read_data(filename):\n",
    "    with open(filename, 'r') as f:\n",
    "        lines = f.readlines()\n",
    "    data = [list(map(float, line.split())) for line in lines]\n",
    "    return zip(*data)\n",
    "\n",
    "# Read the data from the file\n",
    "x, y, z = read_data('data.txt')\n",
    "\n",
    "# Convert to numpy arrays for easier manipulation\n",
    "x = np.array(x)\n",
    "y = np.array(y)\n",
    "z = np.array(z)\n",
    "\n",
    "# Set the fixed value for the second coordinate\n",
    "fixed_y =  4.4249\n",
    "\n",
    "# Filter the data for the fixed y value\n",
    "filtered_x = x[y == fixed_y]\n",
    "filtered_z = z[y == fixed_y]\n",
    "\n",
    "# Plot the filtered data\n",
    "plt.plot(filtered_x, filtered_z, marker='o')\n",
    "plt.xlabel('X-axis')\n",
    "plt.ylabel('Z-axis')\n",
    "plt.title('Function Plot with Fixed Y')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
